Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction

Summary: Vertica integrates with Distributed R to cut transfers and preserve locality across table segments. In-database R model management and fast deployment enable scalable predictive analytics on large data, beating ODBC and rivaling in-memory engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5014
Venue: SIGMOD
Year: 2015
Pagerank: 5.5318806e-05
Overall Rank: 5,395 | 62.47%
DOI: 10.1145/2723372.2742789

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
1,942	Heterogeneity-aware Distributed Parameter Servers	2017	SIGMOD	0.00010012691
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
6,784	SparkR: Scaling R Programs with Spark	2016	SIGMOD	4.9265155e-05
7,032	Building the Enterprise Fabric for Big Data with Vertica and Spark Integration	2016	SIGMOD	4.8559744e-05
11,859	dmapply: A functional primitive to express distributed machine learning algorithms in R	2016	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019005923
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404
310	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.00028132402
413	HaLoop: Efficient Iterative Data Processing on Large Clusters	2010	VLDB	0.00023904409
1,495	Ricardo: Integrating R and Hadoop	2010	SIGMOD	0.00011691049
1,876	ArrayStore: A Storage Manager for Complex Parallel Array Processing	2011	SIGMOD	0.00010239284
5,964	Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine	2011	VLDB	5.2520617e-05

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658	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018506577
11,859	dmapply: A functional primitive to express distributed machine learning algorithms in R	2016	VLDB	4.1945683e-05
310	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.00028132402
7,032	Building the Enterprise Fabric for Big Data with Vertica and Spark Integration	2016	SIGMOD	4.8559744e-05
2,642	Vertica-ML: Distributed Machine Learning in Vertica Database	2020	SIGMOD	8.3851878e-05